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Data Ingestion Batches — Record Quality Audit + Duplicate Key Report
x402
Data Ingestion Batches — Record Quality Audit + Duplicate Key Report is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-19).
Runs two local analytical reports on up to 200 data ingestion batch records: a record quality audit and a duplicate key detection report based on received_rows and accepted_rows fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data ingestion batches — Record quality audit + Duplicate key report: Record quality audit + Duplicate key report for supplied data ingestion batches records (received_rows, accepted_rows). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.
Output
Returns two independent reports: (1) a record quality audit flagging anomalies such as nulls, out-of-range values, or invalid formats in received_rows and accepted_rows fields, and (2) a duplicate key report identifying records sharing the same row_id or key combinations across the supplied batch — all computed locally without external lookups.
Example use cases
ETL pipeline daily batch validation
“Check my daily ingestion batch for quality issues and duplicate keys — here are 10 records with row IDs, dataset groups, dates, and received vs accepted row counts from yesterday's pipeline run.”
Data warehouse load audit
“I need a quality audit and duplicate key report for this set of 50 ingestion batch records from our data warehouse load last night — can you flag any bad rows and tell me if any row IDs or group-date combos are duplicated?”
Debugging dropped rows in ingestion
“We're seeing a mismatch between received and accepted rows in our ingestion pipeline. Can you run a quality audit plus duplicate key check on these 30 batch records to help me figure out where the problem is?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-01-003?utm_source=zero.xyzWhen to prefer
Use this endpoint when you have up to 200 data ingestion batch records and need both a record quality audit and a duplicate key report in a single low-cost call ($0.01 USDC). Ideal for ETL/data pipeline monitoring, post-ingestion validation, and catching duplicate or malformed records without involving external APIs or live lookups.
Side effects
- Batch exceeds 200 rows — returns validation error
- Missing required fields (row_id, date, received_rows, accepted_rows, dataset_group) — returns schema error
- Invalid date format not matching YYYY-MM-DD pattern — rejected at input validation
- Numeric values outside allowed range (-1T to +1T) — schema rejection
- Empty rows array — minimum 1 item required
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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